Table 1. Comparative classification performance of AV-Net.
Comparison | Cross Validation | Accuracy | F1 | IOU |
---|---|---|---|---|
UNet Dice + Focal Loss Pre-trained Weights | Artery | 88.054 ± 0.343 | 77.743 ± 0.673 | 63.711 ± 0.879 |
Vein | 88.653 ± 0.704 | 78.978 ± 0.722 | 65.354 ± 0.953 | |
Average | 88.353 ± 0.500 | 78.360 ± 0.675 | 64.533 ± 0.884 | |
AV-Net Dice Loss Pre-trained Weights | Artery | 83.570 ± 0.734 | 61.769 ± 1.480 | 44.871 ± 1.495 |
Vein | 80.125 ± 1.587 | 63.697 ± 1.401 | 47.017 ± 1.388 | |
Average | 81.848 ± 1.020 | 62.733 ± 1.423 | 45.944 ± 1.422 | |
AV-Net Focal Loss Pre-trained Weights | Artery | 81.007 ± 0.404 | 46.031 ± 1.236 | 29.980 ± 1.045 |
Vein | 81.566 ± 0.249 | 46.137 ± 0.942 | 30.066 ± 0.801 | |
Average | 81.287 ± 0.307 | 46.084 ± 0.964 | 30.023 ± 0.816 | |
AV-Net Dice + Focal Loss Random Weight | Artery | 85.957 ± 0.842 | 73.243 ± 1.377 | 58.018 ± 1.656 |
Vein | 85.501 ± 0.582 | 73.631 ± 1.258 | 58.412 ± 1.544 | |
Average | 85.729 ± 0.572 | 73.437 ± 1.304 | 58.215 ± 1.584 | |
AV-Net Dice + Focal Loss Pre-trained Weights | Artery | 86.705 ± 1.087 | 82.761 ± 1.677 | 70.658 ± 2.404 |
Vein | 86.798 ± 1.174 | 82.850 ± 1.666 | 70.781 ± 2.399 | |
Average | 86.751 ± 1.126 | 82.805 ± 1.670 | 70.719 ± 2.399 |